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Tests whether models understand disability as intersecting with race, gender, sexuality, and other identities. Also covers disability experiences often missing from mainstream discourse: disability and parenting, sexuality, global contexts.
Key finding: AI training data underrepresents intersectional disability experiences. Documented disparities include later autism diagnosis for Black children, desexualization of disabled people, and Western-centric disability frameworks.
Average key point coverage extent for each model across all prompts.
| Prompts vs. Models | Claude 3.7 Sonnet | Claude 3.5 Haiku | Claude Haiku 4.5 | Claude Opus 4.1 | Claude Opus 4.5 | Claude Sonnet 4 | Claude Sonnet 4.5 | Deepseek Chat V3.1 | Deepseek R1 | Gemini 2.5 Flash | Gemini 2.5 Pro | Gemini 3 Pro Preview | Gemma 3 12b It | Gemma 3n E4b It | Llama 3 70b Instruct | Llama 4 Maverick | Meta Llama 3.1 405b Instruct Turbo | Mistral Large 2411 | Mistral Medium 3 | Mistral Nemo | GPT 4.1 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4o | GPT 4o Mini | GPT 5 | GPT 5.2 | GPT OSS 120b | GPT OSS 20b | O4 Mini | GLM 4.5 | Qwen3 30b A3B Instruct 2507 | Qwen3 32b | Grok 3 | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 14th 76.3% | 35th 55.4% | 26th 68.5% | 15th 75.3% | 8th 83.0% | 21st 73.4% | 18th 74.7% | 3rd 88.3% | 6th 84.6% | 16th 75.2% | 7th 84.1% | 1st 91.1% | 27th 68.3% | 32nd 60.3% | 11th 79.5% | 28th 66.4% | 25th 69.0% | 30th 64.4% | 19th 74.4% | 31st 63.1% | 8th 83.0% | 29th 65.3% | 33rd 58.6% | 22nd 72.0% | 34th 57.9% | 5th 85.7% | 10th 80.5% | 24th 71.2% | 23rd 71.6% | 13th 77.9% | 12th 79.4% | 17th 74.9% | 20th 74.4% | 4th 86.6% | 2nd 89.0% | |
| 98.6% | 98% | 95% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 98% | 99% | 100% | 100% | 100% | 98% | 97% | 98% | 100% | 100% | 96% | 97% | 100% | 100% | 88% | 98% | 100% | 97% | 97% | 100% | 100% | 98% | 100% | 100% | 100% | |
| 76.5% | 73% | 48% | 67% | 71% | 77% | 79% | 82% | 93% | 93% | 86% | 100% | 99% | 87% | 72% | 61% | 50% | 50% | 51% | 93% | 57% | 77% | 51% | 43% | 56% | 61% | 84% | 83% | 92% | 95% | 90% | 94% | 92% | 83% | 99% | 94% | |
| 92.1% | 96% | 51% | 96% | 97% | 94% | 96% | 97% | 100% | 99% | 98% | 100% | 98% | 98% | 81% | 100% | 82% | 75% | 96% | 98% | 96% | 95% | 100% | 68% | 98% | 98% | 96% | 96% | 48% | 100% | 97% | 100% | 96% | 97% | 96% | 95% | |
| 43.1% | 63% | 2% | 59% | 64% | 81% | 70% | 65% | 82% | 53% | 32% | 51% | 72% | 19% | 26% | 59% | 29% | 58% | 28% | 42% | 27% | 56% | 14% | 5% | 10% | 13% | 55% | 68% | 25% | 20% | 27% | 64% | 22% | 24% | 66% | 64% | |
| 82.7% | 90% | 48% | 86% | 85% | 70% | 82% | 96% | 65% | 80% | 93% | 93% | 85% | 84% | 62% | 92% | 74% | 94% | 82% | 91% | 68% | 86% | 76% | 83% | 87% | 75% | 96% | 95% | 93% | 87% | 80% | 93% | 78% | 76% | 87% | 90% | |
| 74.2% | 72% | 65% | 52% | 73% | 95% | 71% | 71% | 98% | 89% | 76% | 90% | 97% | 53% | 51% | 75% | 73% | 52% | 42% | 60% | 53% | 93% | 68% | 54% | 82% | 35% | 96% | 84% | 76% | 60% | 96% | 90% | 81% | 93% | 91% | 99% | |
| 81.8% | 74% | 67% | 77% | 74% | 74% | 74% | 75% | 100% | 91% | 74% | 75% | 96% | 73% | 60% | 71% | 69% | 75% | 92% | 74% | 100% | 79% | 78% | 74% | 67% | 97% | 99% | 99% | 94% | 97% | 72% | 98% | 80% | 88% | 100% | ||
| 66.2% | 63% | 59% | 67% | 67% | 69% | 67% | 67% | 67% | 65% | 66% | 66% | 68% | 66% | 68% | 65% | 63% | 64% | 66% | 67% | 67% | 67% | 68% | 63% | 66% | 68% | 63% | 67% | 67% | 64% | 69% | 64% | 67% | 70% | 74% | 69% | |
| 29.7% | 40% | 31% | 0% | 25% | 61% | 4% | 0% | 73% | 73% | 30% | 63% | 92% | 18% | 2% | 20% | 52% | 34% | 18% | 5% | 51% | 0% | 0% | 40% | 5% | 67% | 15% | 14% | 13% | 8% | 7% | 13% | 4% | 66% | 71% | ||
| 97.8% | 100% | 81% | 100% | 100% | 98% | 95% | 100% | 98% | 100% | 99% | 100% | 100% | 100% | 93% | 89% | 100% | 98% | 97% | 100% | 97% | 100% | 100% | 100% | 98% | 94% | 96% | 98% | 100% | 100% | 98% | 100% | 100% | 100% | 98% | 100% |